Nearest Neighbor Search for Unsupervised Entity Linkage

Qingchen Wang
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Abstract

In this FEIII challenge competitors are tasked with matching small businesses in California across a number of data collections containing corporate registrations, sales tax permits, liquor licenses and restaurant inspections. We present match results using a nearest neighbor search via text-based similarity metrics on the businesses' primary names and street addresses. Manual inspection of the quality of matches shows promising matches.
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在本次FEIII挑战赛中,参赛者的任务是通过一系列数据收集来匹配加州的小企业,包括公司注册、销售税许可证、酒类许可证和餐馆检查。我们通过基于文本的企业主要名称和街道地址的相似性度量,使用最近邻居搜索来呈现匹配结果。人工检查火柴的质量显示有希望的火柴。
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